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Autore: | Friedrich Bjö |
Titolo: | Empowering Independent Living Using the ICF : An Unobtrusive Home Monitoring Sensor System for Older Adults |
Pubblicazione: | Wiesbaden : , : Springer Vieweg. in Springer Fachmedien Wiesbaden GmbH, , 2024 |
©2024 | |
Edizione: | 1st ed. |
Descrizione fisica: | 1 online resource (141 pages) |
Nota di contenuto: | Intro -- Acknowledgements -- Abstract -- Kurzzusammenfassung -- Contents -- List of Figures -- List of Tables -- 1 Introduction -- 2 A Deep Learning Approach for TUG and SPPB Score Prediction of (Pre-) Frail Older Adults on Real-Life IMU Data -- 2.1 Introduction -- 2.2 State of the Art -- 2.3 Methods and Materials -- Data Acquisition -- Preprocessing -- Network Architecture -- 2.4 Results -- 2.5 Discussion -- 2.6 Conclusions and Future Work -- References -- 3 Detecting Impending Malnutrition of (Pre-) Frail Older Adults in Domestic Smart Home Environments -- 3.1 Introduction -- 3.2 State of the Art -- Nutritional Intake and Body Weight -- Activities of Daily Living -- 3.3 Materials and Methods -- Data Acquisition -- Data Preprocessing -- Meal Preparation Time Estimation -- Minimal Clinically Important Difference -- Statistical Analysis -- 3.4 Results -- 3.5 Discussion -- 3.6 Conclusions -- References -- 4 Using Sensor Graphs for Monitoring the Effect on the Performance of the OTAGO Exercise Program in Older Adults -- 4.1 Introduction -- 4.2 State of the Art -- 4.3 Materials and Methods -- Study Design -- Data Acquisition -- Sensor Graph -- Difference Function -- Preprocessing -- Statistical and Computational Methods -- 4.4 Results -- 4.5 Discussion -- 4.6 Conclusions -- References -- 5 Unsupervised Statistical Concept Drift Detection for Behaviour Abnormality Detection -- 5.1 Introduction -- 5.2 State of the Art -- 5.3 Materials and Methods -- Data Acquisition -- Data Preprocessing -- Activity Probability Maps -- Feature Engineering -- Unsupervised Statistical Concept Drift Detection -- Central Limit Theorem -- Variational Autoencoder -- Method Validation -- 5.4 Results -- Underlying Distribution Approximation -- Artificial dataset -- Real-world Dataset -- 5.5 Discussion -- 5.6 Conclusions -- References. |
6 A System for Monitoring the Functional Status of Older Adults in Daily Life -- 6.1 Introduction -- 6.2 State of the Art -- 6.3 Methods -- 6.4 Results -- 6.5 Discussion -- 6.6 Conclusion -- References -- 7 General Discussion -- Bibliography. | |
Titolo autorizzato: | Empowering Independent Living Using the ICF |
ISBN: | 9783658446888 |
Formato: | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione: | Inglese |
Record Nr.: | 9910869164603321 |
Lo trovi qui: | Univ. Federico II |
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